Integrating Heterogeneous Information in Randomized Experiments: A Unified Calibration Framework

This paper proposes a unified calibration framework that integrates heterogeneous internal and auxiliary information into randomized experiments under covariate-adaptive randomization via convex optimization, ensuring asymptotic validity and a no-harm efficiency guarantee while accommodating scenarios with growing numbers of strata and information sources.

Wei Ma, Zeqi Wu, Zheng Zhang2026-03-10🔢 math

Differentiable normal linearization of partially hyperbolic dynamical systems

This paper establishes an optimal result for the differentiable normal linearization of partially hyperbolic diffeomorphisms by constructing a local C0C^0 conjugacy that is C1C^1 on the center manifold to achieve Takens' normal form without requiring non-resonant conditions, overcoming decoupling difficulties through a novel semi-decoupling method and advanced extension techniques.

Weijie Lu, Yonghui Xia, Weinian Zhang, Wenmeng Zhang2026-03-10🔢 math